I am trying to deploy the scikit learn model in watson - ML, in Python
but i got this error
Deployment creation failed
Model loading through joblib failed with exception: KeyError and message: 0. The model object provided for deployment is either invalid or trained using a version of scikit-learn other than: 1.0
Versions : Python - 3.9.15, scikit-learn - 1.0
code -
model = RandomForestClassifier(n_estimators=69, class_weight='balanced')
model.fit(x_train, y_train)
watson_cred = {
"apikey":"...",
"url":"https://eu-gb.ml.cloud.ibm.com",
}
client = APIClient(watson_cred)
client.set.default_space(space_id)
software_spec_uid = client.software_specifications.get_id_by_name('runtime-22.1-py3.9')
model_properties = {
client.repository.ModelMetaNames.NAME: model_name,
client.repository.ModelMetaNames.TYPE: 'scikit-learn_1.0',
client.repository.ModelMetaNames.SOFTWARE_SPEC_UID: software_spec_uid,
}
model_details = client.repository.store_model(
model=model,
meta_props=model_properties,
)
model_uid = client.repository.get_model_id(rf_model_details)
deployment_properties = {
client.deployments.ConfigurationMetaNames.NAME:deployment_name,
client.deployments.ConfigurationMetaNames.ONLINE: {},
}
deployment = client.deployments.create(
model_uid,
meta_props=deployment_properties
)
the rf_model_details -
{'entity': {'hybrid_pipeline_software_specs': [], 'software_spec': {'id': 'xxx', 'name': 'runtime-22.1-py3.9'}, 'type': 'scikit-learn_1.0'}, 'metadata': {'created_at': '2022-11-13T07:11:51.480Z', 'id': 'xxx', 'modified_at': '2022-11-13T07:11:59.610Z', 'name': 'Prediction', 'owner': 'IBMid-QQQ, 'resource_key': 'yyy', 'space_id': 'zzz'}, 'system': {'warnings': []}}
the error is happened on the deployment after storing the model -
'''Model loading through joblib failed with exception: KeyError and message: 0. The model object provided for deployment is either invalid or trained using a version of scikit-learn other than: 1.0'''
I created virtual envrionment with python 3.9.15 and installed scikit-learn 1.0
------------------------------
Shanmugaraj Kamaraj
------------------------------
#WatsonStudio